Pandas Profiling Report

Dataset statistics

Number of variables	19
Number of observations	1000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	148.6 KiB
Average record size in memory	152.1 B

Variable types

Numeric	19

Alerts

`mass_1` is highly correlated with `mass_ratio` and 1 other fields	High correlation
`mass_ratio` is highly correlated with `mass_1` and 1 other fields	High correlation
`a_1` is highly correlated with `chi_p` and 1 other fields	High correlation
`a_2` is highly correlated with `spin2x`	High correlation
`cos_tilt_1` is highly correlated with `tilt_1` and 2 other fields	High correlation
`cos_tilt_2` is highly correlated with `tilt_2` and 2 other fields	High correlation
`mass_2` is highly correlated with `mass_1` and 1 other fields	High correlation
`tilt_1` is highly correlated with `cos_tilt_1` and 2 other fields	High correlation
`tilt_2` is highly correlated with `cos_tilt_2` and 2 other fields	High correlation
`chi_eff` is highly correlated with `cos_tilt_1` and 5 other fields	High correlation
`chi_p` is highly correlated with `a_1` and 2 other fields	High correlation
`spin1z` is highly correlated with `cos_tilt_1` and 2 other fields	High correlation
`spin2z` is highly correlated with `cos_tilt_2` and 2 other fields	High correlation
`spin1x` is highly correlated with `a_1` and 1 other fields	High correlation
`spin2x` is highly correlated with `a_2` and 1 other fields	High correlation
`mass_1` is highly correlated with `mass_ratio` and 1 other fields	High correlation
`mass_ratio` is highly correlated with `mass_1`	High correlation
`a_1` is highly correlated with `chi_p` and 1 other fields	High correlation
`a_2` is highly correlated with `spin2x`	High correlation
`cos_tilt_1` is highly correlated with `tilt_1` and 2 other fields	High correlation
`cos_tilt_2` is highly correlated with `tilt_2` and 2 other fields	High correlation
`mass_2` is highly correlated with `mass_1`	High correlation
`tilt_1` is highly correlated with `cos_tilt_1` and 2 other fields	High correlation
`tilt_2` is highly correlated with `cos_tilt_2` and 2 other fields	High correlation
`chi_eff` is highly correlated with `cos_tilt_1` and 5 other fields	High correlation
`chi_p` is highly correlated with `a_1` and 2 other fields	High correlation
`spin1z` is highly correlated with `cos_tilt_1` and 2 other fields	High correlation
`spin2z` is highly correlated with `cos_tilt_2` and 2 other fields	High correlation
`spin1x` is highly correlated with `a_1` and 1 other fields	High correlation
`spin2x` is highly correlated with `a_2` and 1 other fields	High correlation
`mass_1` is highly correlated with `mass_ratio` and 1 other fields	High correlation
`mass_ratio` is highly correlated with `mass_1`	High correlation
`a_1` is highly correlated with `spin1x`	High correlation
`a_2` is highly correlated with `spin2x`	High correlation
`cos_tilt_1` is highly correlated with `tilt_1` and 1 other fields	High correlation
`cos_tilt_2` is highly correlated with `tilt_2` and 1 other fields	High correlation
`mass_2` is highly correlated with `mass_1`	High correlation
`tilt_1` is highly correlated with `cos_tilt_1` and 1 other fields	High correlation
`tilt_2` is highly correlated with `cos_tilt_2` and 1 other fields	High correlation
`chi_eff` is highly correlated with `spin1z`	High correlation
`chi_p` is highly correlated with `spin1x`	High correlation
`spin1z` is highly correlated with `cos_tilt_1` and 2 other fields	High correlation
`spin2z` is highly correlated with `cos_tilt_2` and 1 other fields	High correlation
`spin1x` is highly correlated with `a_1` and 1 other fields	High correlation
`spin2x` is highly correlated with `a_2`	High correlation
`mass_1` is highly correlated with `mass_2`	High correlation
`a_1` is highly correlated with `chi_p` and 2 other fields	High correlation
`a_2` is highly correlated with `chi_p` and 2 other fields	High correlation
`cos_tilt_1` is highly correlated with `tilt_1` and 3 other fields	High correlation
`cos_tilt_2` is highly correlated with `tilt_2` and 3 other fields	High correlation
`mass_2` is highly correlated with `mass_1`	High correlation
`tilt_1` is highly correlated with `cos_tilt_1` and 3 other fields	High correlation
`tilt_2` is highly correlated with `cos_tilt_2` and 3 other fields	High correlation
`sin_tilt_1` is highly correlated with `cos_tilt_1` and 2 other fields	High correlation
`sin_tilt_2` is highly correlated with `cos_tilt_2` and 2 other fields	High correlation
`chi_eff` is highly correlated with `cos_tilt_1` and 5 other fields	High correlation
`chi_p` is highly correlated with `a_1` and 3 other fields	High correlation
`spin1z` is highly correlated with `a_1` and 4 other fields	High correlation
`spin2z` is highly correlated with `a_2` and 4 other fields	High correlation
`spin1x` is highly correlated with `a_1` and 1 other fields	High correlation
`spin2x` is highly correlated with `a_2` and 1 other fields	High correlation
`Unnamed: 0` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique
`mass_1` has unique values	Unique
`mass_ratio` has unique values	Unique
`a_1` has unique values	Unique
`a_2` has unique values	Unique
`cos_tilt_1` has unique values	Unique
`cos_tilt_2` has unique values	Unique
`redshift` has unique values	Unique
`mass_2` has unique values	Unique
`tilt_1` has unique values	Unique
`tilt_2` has unique values	Unique
`sin_tilt_1` has unique values	Unique
`sin_tilt_2` has unique values	Unique
`chi_eff` has unique values	Unique
`chi_p` has unique values	Unique
`spin1z` has unique values	Unique
`spin2z` has unique values	Unique
`spin1x` has unique values	Unique
`spin2x` has unique values	Unique

Reproduction

Analysis started	2022-07-20 15:52:18.741504
Analysis finished	2022-07-20 15:53:19.581310
Duration	1 minute and 0.84 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

Unnamed: 0
Real number (ℝ_≥0)

UNIFORM
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	499.5

Minimum	0
Maximum	999
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0
5-th percentile	49.95
Q1	249.75
median	499.5
Q3	749.25
95-th percentile	949.05
Maximum	999
Range	999
Interquartile range (IQR)	499.5

Descriptive statistics

Standard deviation	288.8194361
Coefficient of variation (CV)	0.5782170893
Kurtosis	-1.2
Mean	499.5
Median Absolute Deviation (MAD)	250
Skewness	0
Sum	499500
Variance	83416.66667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	0.1%
671	1	0.1%
658	1	0.1%
659	1	0.1%
660	1	0.1%
661	1	0.1%
662	1	0.1%
663	1	0.1%
664	1	0.1%
665	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
1	1	0.1%
2	1	0.1%
3	1	0.1%
4	1	0.1%
5	1	0.1%
6	1	0.1%
7	1	0.1%
8	1	0.1%
9	1	0.1%

Value	Count	Frequency (%)
999	1	0.1%
998	1	0.1%
997	1	0.1%
996	1	0.1%
995	1	0.1%
994	1	0.1%
993	1	0.1%
992	1	0.1%
991	1	0.1%
990	1	0.1%

mass_1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.626600792

Minimum	5.623636621
Maximum	67.51876593
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	5.623636621
5-th percentile	5.729168808
Q1	6.29173147
median	7.253185816
Q3	9.553942783
95-th percentile	30.10042243
Maximum	67.51876593
Range	61.89512931
Interquartile range (IQR)	3.262211313

Descriptive statistics

Standard deviation	6.859717137
Coefficient of variation (CV)	0.712579371
Kurtosis	14.00250337
Mean	9.626600792
Median Absolute Deviation (MAD)	1.215118152
Skewness	3.38353283
Sum	9626.600792
Variance	47.0557192
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.99708664	1	0.1%
7.745581788	1	0.1%
8.093299683	1	0.1%
8.428073156	1	0.1%
6.29707347	1	0.1%
6.419970181	1	0.1%
7.018234283	1	0.1%
7.232696698	1	0.1%
7.92935838	1	0.1%
5.934908561	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.623636621	1	0.1%
5.626821924	1	0.1%
5.627413843	1	0.1%
5.628480284	1	0.1%
5.632162095	1	0.1%
5.63221071	1	0.1%
5.632775396	1	0.1%
5.637419683	1	0.1%
5.639637034	1	0.1%
5.64203579	1	0.1%

Value	Count	Frequency (%)
67.51876593	1	0.1%
63.24210499	1	0.1%
41.38073762	1	0.1%
38.94394445	1	0.1%
38.54385198	1	0.1%
36.53396528	1	0.1%
36.5122774	1	0.1%
35.86229803	1	0.1%
35.68598228	1	0.1%
34.80120858	1	0.1%

mass_ratio
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9173670479

Minimum	0.2164184813
Maximum	0.999998618
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.2164184813
5-th percentile	0.698486488
Q1	0.8828023248
median	0.9595549119
Q3	0.9910985361
95-th percentile	0.9995294399
Maximum	0.999998618
Range	0.7835801367
Interquartile range (IQR)	0.1082962114

Descriptive statistics

Standard deviation	0.1076333313
Coefficient of variation (CV)	0.1173285345
Kurtosis	6.051166137
Mean	0.9173670479
Median Absolute Deviation (MAD)	0.03656198448
Skewness	-2.186967297
Sum	917.3670479
Variance	0.01158493402
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6757441861	1	0.1%
0.91163006	1	0.1%
0.9817540678	1	0.1%
0.8872159696	1	0.1%
0.9975557976	1	0.1%
0.981292826	1	0.1%
0.9610735824	1	0.1%
0.9680800556	1	0.1%
0.9123102277	1	0.1%
0.9954128007	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2164184813	1	0.1%
0.2616349587	1	0.1%
0.4013576311	1	0.1%
0.4516677371	1	0.1%
0.4584708269	1	0.1%
0.4682283099	1	0.1%
0.4835363011	1	0.1%
0.4906161304	1	0.1%
0.5041935361	1	0.1%
0.5133251686	1	0.1%

Value	Count	Frequency (%)
0.999998618	1	0.1%
0.9999980791	1	0.1%
0.9999918028	1	0.1%
0.9999908712	1	0.1%
0.9999789668	1	0.1%
0.9999778019	1	0.1%
0.999975332	1	0.1%
0.9999716879	1	0.1%
0.9999605126	1	0.1%
0.9999584513	1	0.1%

a_1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3033097225

Minimum	0.002814354769
Maximum	0.9067263586
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.002814354769
5-th percentile	0.06965293627
Q1	0.1678995537
median	0.2775142124
Q3	0.4139646649
95-th percentile	0.6149998706
Maximum	0.9067263586
Range	0.9039120038
Interquartile range (IQR)	0.2460651112

Descriptive statistics

Standard deviation	0.1723731244
Coefficient of variation (CV)	0.5683072834
Kurtosis	-0.1428599452
Mean	0.3033097225
Median Absolute Deviation (MAD)	0.1198093443
Skewness	0.6118805586
Sum	303.3097225
Variance	0.02971249403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7264300718	1	0.1%
0.2457274279	1	0.1%
0.6951100639	1	0.1%
0.3001490521	1	0.1%
0.04030755773	1	0.1%
0.3100242483	1	0.1%
0.4537433992	1	0.1%
0.268149854	1	0.1%
0.1056887505	1	0.1%
0.4405685993	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.002814354769	1	0.1%
0.006900929942	1	0.1%
0.01340075459	1	0.1%
0.01362634638	1	0.1%
0.01402140211	1	0.1%
0.01912923473	1	0.1%
0.02232309167	1	0.1%
0.02362049568	1	0.1%
0.02754127977	1	0.1%
0.02815861323	1	0.1%

Value	Count	Frequency (%)
0.9067263586	1	0.1%
0.8762846577	1	0.1%
0.8342312787	1	0.1%
0.8341021093	1	0.1%
0.8333866161	1	0.1%
0.7724508943	1	0.1%
0.7706763411	1	0.1%
0.7705685601	1	0.1%
0.7669759045	1	0.1%
0.749517319	1	0.1%

a_2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.308051265

Minimum	0.006822058823
Maximum	0.8534341915
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.006822058823
5-th percentile	0.06178657828
Q1	0.1834223214
median	0.2903913276
Q3	0.4190143912
95-th percentile	0.5981566641
Maximum	0.8534341915
Range	0.8466121326
Interquartile range (IQR)	0.2355920698

Descriptive statistics

Standard deviation	0.1666607679
Coefficient of variation (CV)	0.5410163397
Kurtosis	-0.3250305074
Mean	0.308051265
Median Absolute Deviation (MAD)	0.1190679866
Skewness	0.4300229047
Sum	308.051265
Variance	0.02777581155
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0728876393	1	0.1%
0.4600028739	1	0.1%
0.523318616	1	0.1%
0.4506484427	1	0.1%
0.4246597753	1	0.1%
0.5181433091	1	0.1%
0.3049577622	1	0.1%
0.2504770991	1	0.1%
0.4101523727	1	0.1%
0.2707250585	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.006822058823	1	0.1%
0.007497576687	1	0.1%
0.0123181706	1	0.1%
0.01481951713	1	0.1%
0.01570124342	1	0.1%
0.01760662393	1	0.1%
0.01879311319	1	0.1%
0.01976581305	1	0.1%
0.02326542848	1	0.1%
0.02544014009	1	0.1%

Value	Count	Frequency (%)
0.8534341915	1	0.1%
0.8255312353	1	0.1%
0.8156473078	1	0.1%
0.7814242131	1	0.1%
0.7739910121	1	0.1%
0.7652642251	1	0.1%
0.7578007581	1	0.1%
0.7424216394	1	0.1%
0.73830434	1	0.1%
0.7283370971	1	0.1%

cos_tilt_1
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0401708181

Minimum	-0.9984913569
Maximum	0.9960745494
Zeros	0
Zeros (%)	0.0%
Negative	476
Negative (%)	47.6%
Memory size	7.9 KiB

Quantile statistics

Minimum	-0.9984913569
5-th percentile	-0.9005873094
Q1	-0.4416828391
median	0.05096471614
Q3	0.5415682331
95-th percentile	0.9061318804
Maximum	0.9960745494
Range	1.994565906
Interquartile range (IQR)	0.9832510722

Descriptive statistics

Standard deviation	0.5763109244
Coefficient of variation (CV)	14.34650703
Kurtosis	-1.165360266
Mean	0.0401708181
Median Absolute Deviation (MAD)	0.4919845525
Skewness	-0.07806218181
Sum	40.1708181
Variance	0.3321342815
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2744499273	1	0.1%
0.07535141157	1	0.1%
0.7246570444	1	0.1%
0.5727393182	1	0.1%
0.615746747	1	0.1%
0.1404384024	1	0.1%
0.9389097076	1	0.1%
-0.8814213093	1	0.1%
0.8759665077	1	0.1%
0.4430769754	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.9984913569	1	0.1%
-0.9966358664	1	0.1%
-0.9950375495	1	0.1%
-0.9950275821	1	0.1%
-0.994522037	1	0.1%
-0.9938501021	1	0.1%
-0.991832041	1	0.1%
-0.9916740018	1	0.1%
-0.989210098	1	0.1%
-0.9792134332	1	0.1%

Value	Count	Frequency (%)
0.9960745494	1	0.1%
0.9937663543	1	0.1%
0.9917908823	1	0.1%
0.9902602564	1	0.1%
0.9878264221	1	0.1%
0.9875994468	1	0.1%
0.9867143257	1	0.1%
0.9846900966	1	0.1%
0.9834362376	1	0.1%
0.9791565641	1	0.1%

cos_tilt_2
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02509283078

Minimum	-0.9980090559
Maximum	0.9987190093
Zeros	0
Zeros (%)	0.0%
Negative	482
Negative (%)	48.2%
Memory size	7.9 KiB

Quantile statistics

Minimum	-0.9980090559
5-th percentile	-0.8725400892
Q1	-0.4560912546
median	0.02447791071
Q3	0.5109141886
95-th percentile	0.8804418133
Maximum	0.9987190093
Range	1.996728065
Interquartile range (IQR)	0.9670054431

Descriptive statistics

Standard deviation	0.5666975986
Coefficient of variation (CV)	22.58404416
Kurtosis	-1.168733717
Mean	0.02509283078
Median Absolute Deviation (MAD)	0.4831218489
Skewness	-0.04703800471
Sum	25.09283078
Variance	0.3211461683
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.153739745	1	0.1%
-0.06290630234	1	0.1%
-0.1739405302	1	0.1%
-0.210748139	1	0.1%
0.8106077545	1	0.1%
0.5260919044	1	0.1%
-0.0521484493	1	0.1%
-0.0006480866704	1	0.1%
0.8078936923	1	0.1%
-0.9415155822	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.9980090559	1	0.1%
-0.9970315885	1	0.1%
-0.9964579609	1	0.1%
-0.9956381434	1	0.1%
-0.9943798131	1	0.1%
-0.9909805802	1	0.1%
-0.9836096463	1	0.1%
-0.9820501535	1	0.1%
-0.9787136131	1	0.1%
-0.977147754	1	0.1%

Value	Count	Frequency (%)
0.9987190093	1	0.1%
0.9969810932	1	0.1%
0.995693107	1	0.1%
0.9949861807	1	0.1%
0.9944379594	1	0.1%
0.9928583742	1	0.1%
0.9906053327	1	0.1%
0.99026273	1	0.1%
0.9842666076	1	0.1%
0.9808337704	1	0.1%

redshift
Real number (ℝ_≥0)

UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.752046948

Minimum	0.1938313478
Maximum	2.298885814
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.1938313478
5-th percentile	0.9028262783
Q1	1.495957144
median	1.861470104
Q3	2.099366034
95-th percentile	2.26113596
Maximum	2.298885814
Range	2.105054466
Interquartile range (IQR)	0.6034088898

Descriptive statistics

Standard deviation	0.4350073932
Coefficient of variation (CV)	0.2482852378
Kurtosis	0.06388492084
Mean	1.752046948
Median Absolute Deviation (MAD)	0.285395149
Skewness	-0.8923273633
Sum	1752.046948
Variance	0.1892314321
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.214104422	1	0.1%
2.046788413	1	0.1%
0.9031143022	1	0.1%
1.962707711	1	0.1%
1.936690426	1	0.1%
0.8784486525	1	0.1%
2.086883339	1	0.1%
2.281535011	1	0.1%
1.93803646	1	0.1%
1.639686502	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1938313478	1	0.1%
0.3703637057	1	0.1%
0.4037981818	1	0.1%
0.4355184077	1	0.1%
0.4697289705	1	0.1%
0.5080745985	1	0.1%
0.5357001318	1	0.1%
0.5470755335	1	0.1%
0.5655185176	1	0.1%
0.5794651595	1	0.1%

Value	Count	Frequency (%)
2.298885814	1	0.1%
2.297682992	1	0.1%
2.297573408	1	0.1%
2.297403669	1	0.1%
2.297318115	1	0.1%
2.296092121	1	0.1%
2.295480016	1	0.1%
2.294586442	1	0.1%
2.292469371	1	0.1%
2.290628733	1	0.1%

mass_2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.421065324

Minimum	5.623477404
Maximum	46.78488562
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	5.623477404
5-th percentile	5.72013851
Q1	6.150266266
median	6.706992778
Q3	7.952771379
95-th percentile	20.2162012
Maximum	46.78488562
Range	41.16140821
Interquartile range (IQR)	1.802505113

Descriptive statistics

Standard deviation	5.051466151
Coefficient of variation (CV)	0.5998607013
Kurtosis	13.78334621
Mean	8.421065324
Median Absolute Deviation (MAD)	0.7208016509
Skewness	3.539863289
Sum	8421.065324
Variance	25.51731028
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.106961551	1	0.1%
7.061105191	1	0.1%
7.945629885	1	0.1%
7.477521097	1	0.1%
6.281682148	1	0.1%
6.299870682	1	0.1%
6.745039565	1	0.1%
7.001829421	1	0.1%
7.23403475	1	0.1%
5.907683953	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.623477404	1	0.1%
5.626599735	1	0.1%
5.627406066	1	0.1%
5.627842792	1	0.1%
5.63190985	1	0.1%
5.632164542	1	0.1%
5.632764575	1	0.1%
5.635634023	1	0.1%
5.639037328	1	0.1%
5.640174843	1	0.1%

Value	Count	Frequency (%)
46.78488562	1	0.1%
39.41019296	1	0.1%
38.86260636	1	0.1%
36.98436662	1	0.1%
31.67315619	1	0.1%
31.64670346	1	0.1%
30.87473726	1	0.1%
30.79430728	1	0.1%
30.61791952	1	0.1%
30.46036675	1	0.1%

tilt_1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.524303248

Minimum	0.08863432183
Maximum	3.086655916
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.08863432183
5-th percentile	0.4367470117
Q1	0.9984948396
median	1.519809519
Q3	2.028269911
95-th percentile	2.69192206
Maximum	3.086655916
Range	2.998021594
Interquartile range (IQR)	1.029775072

Descriptive statistics

Standard deviation	0.6841124084
Coefficient of variation (CV)	0.4488033528
Kurtosis	-0.7752321142
Mean	1.524303248
Median Absolute Deviation (MAD)	0.5115657543
Skewness	0.08069499681
Sum	1524.303248
Variance	0.4680097873
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.292778709	1	0.1%
1.495373427	1	0.1%
0.7602597421	1	0.1%
0.960952656	1	0.1%
0.9074629952	1	0.1%
1.429892135	1	0.1%
0.3513477841	1	0.1%
2.649659269	1	0.1%
0.5033604844	1	0.1%
1.111768281	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.08863432183	1	0.1%
0.11171511	1	0.1%
0.1282214802	1	0.1%
0.139682463	1	0.1%
0.1561944793	1	0.1%
0.1576468666	1	0.1%
0.1631882176	1	0.1%
0.1752091845	1	0.1%
0.1822618547	1	0.1%
0.204529945	1	0.1%

Value	Count	Frequency (%)
3.086655916	1	0.1%
3.059543625	1	0.1%
3.041927612	1	0.1%
3.041827488	1	0.1%
3.036874253	1	0.1%
3.030631293	1	0.1%
3.013693454	1	0.1%
3.012460337	1	0.1%
2.994559585	1	0.1%
2.937342893	1	0.1%

tilt_2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.540238124

Minimum	0.05062142411
Maximum	3.078479975
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.05062142411
5-th percentile	0.4940022221
Q1	1.034548407
median	1.546315957
Q3	2.04439476
95-th percentile	2.631174424
Maximum	3.078479975
Range	3.027858551
Interquartile range (IQR)	1.009846353

Descriptive statistics

Standard deviation	0.6682112333
Coefficient of variation (CV)	0.433836316
Kurtosis	-0.753760795
Mean	1.540238124
Median Absolute Deviation (MAD)	0.5033511446
Skewness	0.01801718819
Sum	1540.238124
Variance	0.4465062523
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.416444418	1	0.1%
1.633744192	1	0.1%
1.745626122	1	0.1%
1.783136551	1	0.1%
0.6256071051	1	0.1%
1.016797775	1	0.1%
1.622968441	1	0.1%
1.571444414	1	0.1%
0.6302271007	1	0.1%
2.79789642	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.05062142411	1	0.1%
0.0777229306	1	0.1%
0.09284382756	1	0.1%
0.1001799847	1	0.1%
0.1055197074	1	0.1%
0.1195837989	1	0.1%
0.1371817348	1	0.1%
0.1396646954	1	0.1%
0.1776221999	1	0.1%
0.1961008338	1	0.1%

Value	Count	Frequency (%)
3.078479975	1	0.1%
3.064522799	1	0.1%
3.057400823	1	0.1%
3.04815785	1	0.1%
3.035522307	1	0.1%
3.007182752	1	0.1%
2.96029001	1	0.1%
2.951835944	1	0.1%
2.934893176	1	0.1%
2.927397332	1	0.1%

sin_tilt_1
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7845622927

Minimum	0.05490910826
Maximum	0.999999976
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.05490910826
5-th percentile	0.3115666902
Q1	0.6554671001
median	0.8700044375
Q3	0.968934859
95-th percentile	0.9987384509
Maximum	0.999999976
Range	0.9450908678
Interquartile range (IQR)	0.3134677589

Descriptive statistics

Standard deviation	0.2260470401
Coefficient of variation (CV)	0.2881186646
Kurtosis	0.3114611319
Mean	0.7845622927
Median Absolute Deviation (MAD)	0.1178914262
Skewness	-1.108775238
Sum	784.5622927
Variance	0.05109726432
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9616013921	1	0.1%
0.9971570412	1	0.1%
0.6891096923	1	0.1%
0.8197375637	1	0.1%
0.7879441247	1	0.1%
0.9900894177	1	0.1%
0.3441635672	1	0.1%
0.4723308963	1	0.1%
0.4823719285	1	0.1%
0.8964835715	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.05490910826	1	0.1%
0.08195700033	1	0.1%
0.0885183149	1	0.1%
0.09950012557	1	0.1%
0.09959975313	1	0.1%
0.1045271161	1	0.1%
0.1107338003	1	0.1%
0.1114828826	1	0.1%
0.1275507842	1	0.1%
0.1278704261	1	0.1%

Value	Count	Frequency (%)
0.999999976	1	0.1%
0.9999996126	1	0.1%
0.9999989668	1	0.1%
0.9999984377	1	0.1%
0.9999940687	1	0.1%
0.999993867	1	0.1%
0.999993158	1	0.1%
0.9999886356	1	0.1%
0.9999867477	1	0.1%
0.9999839739	1	0.1%

sin_tilt_2
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7943732879

Minimum	0.05059980708
Maximum	0.99999979
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.05059980708
5-th percentile	0.3278032316
Q1	0.6751660427
median	0.8754102639
Q3	0.969716344
95-th percentile	0.9987581495
Maximum	0.99999979
Range	0.9493999829
Interquartile range (IQR)	0.2945503014

Descriptive statistics

Standard deviation	0.2180916577
Coefficient of variation (CV)	0.2745455582
Kurtosis	0.860628556
Mean	0.7943732879
Median Absolute Deviation (MAD)	0.1120863307
Skewness	-1.24386399
Sum	794.3732879
Variance	0.04756397117
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9881113757	1	0.1%
0.9980194372	1	0.1%
0.9847561586	1	0.1%
0.977540394	1	0.1%
0.585589505	1	0.1%
0.8504277207	1	0.1%
0.9986393439	1	0.1%
0.99999979	1	0.1%
0.5893282464	1	0.1%
0.3369694474	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.05059980708	1	0.1%
0.06307078827	1	0.1%
0.07699358097	1	0.1%
0.07764470209	1	0.1%
0.08409240308	1	0.1%
0.09271049977	1	0.1%
0.09329891418	1	0.1%
0.1000125006	1	0.1%
0.1053239998	1	0.1%
0.1058715602	1	0.1%

Value	Count	Frequency (%)
0.99999979	1	0.1%
0.9999982499	1	0.1%
0.9999979504	1	0.1%
0.9999854875	1	0.1%
0.9999822866	1	0.1%
0.9999804021	1	0.1%
0.9999787224	1	0.1%
0.9999772845	1	0.1%
0.9999756022	1	0.1%
0.9999740146	1	0.1%

chi_eff
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.009415239496

Minimum	-0.5077789187
Maximum	0.5926828031
Zeros	0
Zeros (%)	0.0%
Negative	469
Negative (%)	46.9%
Memory size	7.9 KiB

Quantile statistics

Minimum	-0.5077789187
5-th percentile	-0.2264898542
Q1	-0.08228420272
median	0.01069765009
Q3	0.1046434715
95-th percentile	0.2520672103
Maximum	0.5926828031
Range	1.100461722
Interquartile range (IQR)	0.1869276742

Descriptive statistics

Standard deviation	0.145057534
Coefficient of variation (CV)	15.4066749
Kurtosis	0.5192142538
Mean	0.009415239496
Median Absolute Deviation (MAD)	0.09371461847
Skewness	-0.0138895577
Sum	9.415239496
Variance	0.02104168817
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.123491931	1	0.1%
-0.004113768384	1	0.1%
0.2090829299	1	0.1%
0.04644159341	1	0.1%
0.1843304607	1	0.1%
0.1569838133	1	0.1%
0.2094465304	1	0.1%
-0.1201730306	1	0.1%
0.2064949894	1	0.1%
-0.02932567078	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.5077789187	1	0.1%
-0.4496083624	1	0.1%
-0.4423116156	1	0.1%
-0.4204208918	1	0.1%
-0.4174022524	1	0.1%
-0.4161717027	1	0.1%
-0.3945861816	1	0.1%
-0.3774384774	1	0.1%
-0.370734224	1	0.1%
-0.370587702	1	0.1%

Value	Count	Frequency (%)
0.5926828031	1	0.1%
0.4698926049	1	0.1%
0.4595231964	1	0.1%
0.4143028723	1	0.1%
0.4081817153	1	0.1%
0.4035028861	1	0.1%
0.3957336203	1	0.1%
0.3767705644	1	0.1%
0.3738551831	1	0.1%
0.3599321972	1	0.1%

chi_p
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.313067429

Minimum	0.01692527422
Maximum	0.8254711028
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.01692527422
5-th percentile	0.1105002489
Q1	0.2041276566
median	0.2930475354
Q3	0.4065878377
95-th percentile	0.5735424616
Maximum	0.8254711028
Range	0.8085458285
Interquartile range (IQR)	0.2024601812

Descriptive statistics

Standard deviation	0.1429601627
Coefficient of variation (CV)	0.4566433601
Kurtosis	-0.03339038136
Mean	0.313067429
Median Absolute Deviation (MAD)	0.09783204437
Skewness	0.5873821192
Sum	313.067429
Variance	0.02043760813
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6985361684	1	0.1%
0.4130303781	1	0.1%
0.5046091958	1	0.1%
0.3842255367	1	0.1%
0.247981783	1	0.1%
0.4312353309	1	0.1%
0.2910328309	1	0.1%
0.2413607819	1	0.1%
0.2176481693	1	0.1%
0.3949625114	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01692527422	1	0.1%
0.024796734	1	0.1%
0.02692620605	1	0.1%
0.03508527885	1	0.1%
0.05190267429	1	0.1%
0.05731373425	1	0.1%
0.05808888905	1	0.1%
0.05945565598	1	0.1%
0.05950718222	1	0.1%
0.06711409117	1	0.1%

Value	Count	Frequency (%)
0.8254711028	1	0.1%
0.8211522683	1	0.1%
0.7561138744	1	0.1%
0.7423407377	1	0.1%
0.7372848729	1	0.1%
0.7354807056	1	0.1%
0.7223056061	1	0.1%
0.7047442693	1	0.1%
0.6990231963	1	0.1%
0.6985361684	1	0.1%

spin1z
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01403194666

Minimum	-0.6069444448
Maximum	0.693310774
Zeros	0
Zeros (%)	0.0%
Negative	476
Negative (%)	47.6%
Memory size	7.9 KiB

Quantile statistics

Minimum	-0.6069444448
5-th percentile	-0.3186853249
Q1	-0.1033580074
median	0.008624460475
Q3	0.1315826683
95-th percentile	0.3534274367
Maximum	0.693310774
Range	1.300255219
Interquartile range (IQR)	0.2349406758

Descriptive statistics

Standard deviation	0.2018310029
Coefficient of variation (CV)	14.38367803
Kurtosis	0.6623634448
Mean	0.01403194666
Median Absolute Deviation (MAD)	0.1160913023
Skewness	0.1267990421
Sum	14.03194666
Variance	0.04073575374
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1993686804	1	0.1%
0.01851590855	1	0.1%
0.5037164045	1	0.1%
0.1719071635	1	0.1%
0.02481924755	1	0.1%
0.04353931012	1	0.1%
0.4260240823	1	0.1%
-0.2363529954	1	0.1%
0.0925798057	1	0.1%
0.1952058024	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.6069444448	1	0.1%
-0.5742787265	1	0.1%
-0.5547737462	1	0.1%
-0.5476067274	1	0.1%
-0.5474504461	1	0.1%
-0.543865063	1	0.1%
-0.5355144066	1	0.1%
-0.5168303097	1	0.1%
-0.5100302544	1	0.1%
-0.4980607658	1	0.1%

Value	Count	Frequency (%)
0.693310774	1	0.1%
0.6338622584	1	0.1%
0.6258919864	1	0.1%
0.6251565329	1	0.1%
0.6081584931	1	0.1%
0.6021669416	1	0.1%
0.5767897653	1	0.1%
0.5760250195	1	0.1%
0.570745851	1	0.1%
0.5584155741	1	0.1%

spin2z
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.004101692997

Minimum	-0.6768312023
Maximum	0.6985085789
Zeros	0
Zeros (%)	0.0%
Negative	482
Negative (%)	48.2%
Memory size	7.9 KiB

Quantile statistics

Minimum	-0.6768312023
5-th percentile	-0.3454504464
Q1	-0.1068070383
median	0.005617724269
Q3	0.1230173411
95-th percentile	0.3438602907
Maximum	0.6985085789
Range	1.375339781
Interquartile range (IQR)	0.2298243794

Descriptive statistics

Standard deviation	0.2012978176
Coefficient of variation (CV)	49.07676359
Kurtosis	0.6819059534
Mean	0.004101692997
Median Absolute Deviation (MAD)	0.115127549
Skewness	-0.1257047224
Sum	4.101692997
Variance	0.04052081136
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01120572708	1	0.1%
-0.02893707986	1	0.1%
-0.09102631755	1	0.1%
-0.09497332062	1	0.1%
0.3442325069	1	0.1%
0.2725910003	1	0.1%
-0.0159030744	1	0.1%
-0.0001623308692	1	0.1%
0.3313595148	1	0.1%
-0.254891861	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.6768312023	1	0.1%
-0.6738491616	1	0.1%
-0.6738280454	1	0.1%
-0.6405213242	1	0.1%
-0.6288969814	1	0.1%
-0.5726242566	1	0.1%
-0.5679632668	1	0.1%
-0.5673895661	1	0.1%
-0.5462782516	1	0.1%
-0.5146296411	1	0.1%

Value	Count	Frequency (%)
0.6985085789	1	0.1%
0.5889371787	1	0.1%
0.58158077	1	0.1%
0.5452145258	1	0.1%
0.5393061336	1	0.1%
0.5292437557	1	0.1%
0.5230644806	1	0.1%
0.4927231861	1	0.1%
0.4919568114	1	0.1%
0.4899332631	1	0.1%

spin1x
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2375950746

Minimum	0.00275723412
Maximum	0.8211522683
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.00275723412
5-th percentile	0.04102676382
Q1	0.1150174239
median	0.2039490533
Q3	0.3297625414
95-th percentile	0.5372919756
Maximum	0.8211522683
Range	0.8183950341
Interquartile range (IQR)	0.2147451175

Descriptive statistics

Standard deviation	0.1560788164
Coefficient of variation (CV)	0.6569109933
Kurtosis	0.1754695911
Mean	0.2375950746
Median Absolute Deviation (MAD)	0.1024127162
Skewness	0.8327184669
Sum	237.5950746
Variance	0.02436059694
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6985361684	1	0.1%
0.2450288349	1	0.1%
0.4790070823	1	0.1%
0.2460434527	1	0.1%
0.03176010329	1	0.1%
0.3069517275	1	0.1%
0.1561619469	1	0.1%
0.1266554609	1	0.1%
0.05098128641	1	0.1%
0.3949625114	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00275723412	1	0.1%
0.003750750298	1	0.1%
0.006075000633	1	0.1%
0.008043700163	1	0.1%
0.008863483418	1	0.1%
0.01193366887	1	0.1%
0.01248305669	1	0.1%
0.0124886717	1	0.1%
0.01304221313	1	0.1%
0.01325346416	1	0.1%

Value	Count	Frequency (%)
0.8211522683	1	0.1%
0.7423407377	1	0.1%
0.7372848729	1	0.1%
0.7354807056	1	0.1%
0.7223056061	1	0.1%
0.7047442693	1	0.1%
0.6985361684	1	0.1%
0.6710036898	1	0.1%
0.6687758322	1	0.1%
0.6585969683	1	0.1%

spin2x
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2432424853

Minimum	0.0009497061961
Maximum	0.82551367
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.0009497061961
5-th percentile	0.0381356765
Q1	0.1283752891
median	0.2178275118
Q3	0.3435045775
95-th percentile	0.5325674671
Maximum	0.82551367
Range	0.8245639638
Interquartile range (IQR)	0.2151292884

Descriptive statistics

Standard deviation	0.1516660778
Coefficient of variation (CV)	0.6235180407
Kurtosis	0.1534832768
Mean	0.2432424853
Median Absolute Deviation (MAD)	0.1036747339
Skewness	0.7273775674
Sum	243.2424853
Variance	0.02300259916
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.07202110554	1	0.1%
0.4590918094	1	0.1%
0.51534123	1	0.1%
0.4405270562	1	0.1%
0.2486763076	1	0.1%
0.4406434333	1	0.1%
0.3045428196	1	0.1%
0.2504770465	1	0.1%
0.2417143786	1	0.1%
0.09122607336	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0009497061961	1	0.1%
0.003855640387	1	0.1%
0.01041444898	1	0.1%
0.01146689048	1	0.1%
0.01195071101	1	0.1%
0.01210458413	1	0.1%
0.01266645775	1	0.1%
0.01286151468	1	0.1%
0.01319313828	1	0.1%
0.01331208957	1	0.1%

Value	Count	Frequency (%)
0.82551367	1	0.1%
0.7797296022	1	0.1%
0.7452952352	1	0.1%
0.7111983985	1	0.1%
0.695666446	1	0.1%
0.6884439725	1	0.1%
0.6840765539	1	0.1%
0.6789472969	1	0.1%
0.6753208241	1	0.1%
0.6700129266	1	0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Unnamed: 0	mass_1	mass_ratio	a_1	a_2	cos_tilt_1	cos_tilt_2	redshift	mass_2	tilt_1	tilt_2	sin_tilt_1	sin_tilt_2	chi_eff	chi_p	spin1z	spin2z	spin1x	spin2x
0	0	11.997087	0.675744	0.726430	0.072888	0.274450	0.153740	1.214104	8.106962	1.292779	1.416444	0.961601	0.988111	0.123492	0.698536	0.199369	0.011206	0.698536	0.072021
1	1	8.861488	0.922037	0.188529	0.085795	0.584701	-0.651620	0.508075	8.170619	0.946285	2.280515	0.811249	0.758545	0.030533	0.152944	0.110233	-0.055905	0.152944	0.065079
2	2	7.969638	0.991470	0.208436	0.248710	0.682750	0.454073	1.761168	7.901661	0.819277	1.099464	0.730652	0.890964	0.127684	0.219433	0.142309	0.112932	0.152294	0.221591
3	3	6.767522	0.934300	0.297395	0.333256	0.959535	-0.684569	1.406222	6.322897	0.285451	2.324808	0.281590	0.728948	0.037333	0.224774	0.285361	-0.228137	0.083744	0.242927
4	4	5.719775	0.998394	0.220978	0.122230	0.240138	-0.270034	1.649524	5.710589	1.328288	1.844225	0.970739	0.962851	0.010064	0.214512	0.053065	-0.033006	0.214512	0.117689
5	5	6.673549	0.988183	0.283267	0.437678	-0.029380	-0.396792	2.278394	6.594685	1.600180	1.978816	0.999568	0.917908	-0.090503	0.396327	-0.008322	-0.173667	0.283145	0.401748
6	6	6.313939	0.969554	0.340635	0.197743	0.385053	-0.661116	1.315995	6.121704	1.175531	2.293101	0.922895	0.750284	0.002240	0.314370	0.131163	-0.130731	0.314370	0.148363
7	7	6.660161	0.997386	0.266293	0.197848	-0.079090	-0.315321	1.710808	6.642750	1.649969	1.891591	0.996868	0.948985	-0.041696	0.265459	-0.021061	-0.062386	0.265459	0.187755
8	8	6.711532	0.959223	0.613728	0.138402	0.859630	-0.499544	1.076037	6.437856	0.536251	2.093869	0.510917	0.866289	0.235430	0.313564	0.527579	-0.069138	0.313564	0.119896
9	9	10.883231	0.924608	0.156982	0.452587	0.533881	0.836234	2.264516	10.062725	1.007612	0.580418	0.845559	0.548373	0.225368	0.226921	0.083810	0.378468	0.132738	0.248187

Last rows

	Unnamed: 0	mass_1	mass_ratio	a_1	a_2	cos_tilt_1	cos_tilt_2	redshift	mass_2	tilt_1	tilt_2	sin_tilt_1	sin_tilt_2	chi_eff	chi_p	spin1z	spin2z	spin1x	spin2x
990	990	5.838965	0.998603	0.397425	0.150657	0.282829	0.556785	1.454942	5.830808	1.284054	0.980286	0.959170	0.830656	0.098153	0.381198	0.112403	0.083883	0.381198	0.125144
991	991	7.064657	0.999804	0.189990	0.271382	-0.106623	0.862972	1.920350	7.063273	1.677623	0.529674	0.994299	0.505252	0.106956	0.188907	-0.020257	0.234195	0.188907	0.137116
992	992	6.324011	0.962227	0.105427	0.226353	-0.925340	-0.297332	2.229629	6.085137	2.752727	1.872694	0.379139	0.954774	-0.082720	0.206812	-0.097556	-0.067302	0.039972	0.216116
993	993	10.883293	0.847726	0.413768	0.290868	0.487201	0.696119	1.537464	9.226055	1.061915	0.800819	0.873290	0.717926	0.201997	0.361340	0.201588	0.202479	0.361340	0.208822
994	994	6.100319	0.998238	0.397064	0.477017	0.669284	0.355743	0.809328	6.089573	0.837551	1.207088	0.743006	0.934584	0.217764	0.444915	0.265749	0.169695	0.295021	0.445812
995	995	8.473071	0.826685	0.351173	0.037966	0.050601	-0.190445	2.159816	7.004560	1.520174	1.762412	0.998719	0.981698	0.006456	0.350723	0.017770	-0.007230	0.350723	0.037271
996	996	13.548334	0.862952	0.403594	0.272363	-0.288702	0.998719	2.150115	11.691568	1.863668	0.050621	0.957419	0.050600	0.063457	0.386408	-0.116518	0.272014	0.386408	0.013782
997	997	6.011935	0.998284	0.536828	0.311054	-0.514118	-0.948105	0.608705	6.001616	2.110775	2.818020	0.857719	0.317956	-0.285444	0.460448	-0.275993	-0.294912	0.460448	0.098901
998	998	7.675601	0.967660	0.392296	0.253465	0.723111	-0.351398	1.805147	7.427371	0.762500	1.929860	0.690732	0.936226	0.100366	0.270971	0.283674	-0.089067	0.270971	0.237301
999	999	12.842000	0.847209	0.721707	0.142632	0.630927	0.396641	2.068536	10.879861	0.888049	1.162942	0.775842	0.917974	0.272451	0.559931	0.455344	0.056574	0.559931	0.130932

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows